סיכום סקר ספרות by eyal dev https://padlet.com/eyalresdev/riimgqqyud3ihe9g תמצות 5 מאמרים לפי קטגוריות en-us 2020-12-15 15:06:42 UTC 2025-03-16 03:01:57 UTC hello@padlet.com Dataset Sources eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1020270787 2020-12-15 15:09:24 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1020270787 Data unit definition eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1020284220 2020-12-15 15:11:57 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1020284220 Labels eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1020320908 2020-12-15 15:18:52 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1020320908 Alogrithms eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1020321654 2020-12-15 15:19:02 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1020321654 Data Representation eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1020326703 2020-12-15 15:20:01 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1020326703 papers eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1020344315 2020-12-15 15:23:29 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1020344315 60 sec 1d-flow eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1020363710 2020-12-15 15:27:23 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1020363710 FlowPic eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1020377788 2d-hist(pkt_time, pkt_size)
1500x1500 image]]> 2020-12-15 15:30:13 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1020377788 CNN - Image classifier eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1020395951 2020-12-15 15:33:48 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1020395951 5 Traffic categorization eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1020403817 VoIP, Video, File Transfer, chat, browsing]]> 2020-12-15 15:35:22 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1020403817 10 Voip/Video Applications+type eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1020420385 Facebook-VoIP, 
Facebook-Video,
Hangouts-VoIP,
Hangouts-Video,
Skype-VoIP, Skype-Video,
VoipBuster,
Netflix, Vimeo, Youtube]]> 2020-12-15 15:38:45 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1020420385 ISCX VPN-nonVPN eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1020455291 2020-12-15 15:45:28 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1020455291 ISCX TOR-nonTOR eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1020461846 2020-12-15 15:46:40 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1020461846 Private TAU eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1020493112 Whatsapp web chat, Facebook chat and Google Hangout
chat]]> 2020-12-15 15:52:23 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1020493112 VPN/TOR/Normal eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1020501709 2020-12-15 15:54:04 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1020501709 Main Ideas eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1020535587 2020-12-15 16:00:33 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1020535587 FlowPic eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1020537521 Represent flow as image and apply CNN]]> 2020-12-15 16:00:53 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1020537521 eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1020577393 15/30/120 sec 1d-flow]]> 2020-12-15 16:08:28 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1020577393 Few Shot eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1020587813 Convert a few (M=10,20,50 of each class) flows into images based packet content, embed into to high dimensional metric space with DL-CNN and Metric-learning than classify other flows.

]]> 2020-12-15 16:10:21 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1020587813 first 784 bytes of flow-pcap file eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1020594893 2020-12-15 16:11:44 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1020594893 28x28 grayscale image eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1020623198 notice:28x28=784]]> 2020-12-15 16:16:36 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1020623198 USTC-TFC2016 eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1020638054 2020-12-15 16:19:28 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1020638054 18 ICSX npn-vpn Applications+type eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1020644899 AIMChat, Email, Facebook Audio, Facebook Chat, Ftps Download, Ftps Upload, Gmail Chat, Hangouts Audio, Hangouts Chat, Hangouts Video, ICQ Chat, Netfix, Scp Download, Scp Upload, Sftp Download, Sftp Upload, Skype Audio, Skype Chat]]> 2020-12-15 16:20:48 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1020644899 20 USTC-TFC Applications/Viruses eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1020654328 BitTorrent, Facetime, FTP, Gmail, MySQL, Outlook, Skype, SMB, Weibo, WOW, Cridex, Geodo, Htbot, Minref, Neris, Nsisay, Shifu, Tinba, Virut, Zeus]]> 2020-12-15 16:22:36 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1020654328 Metric-learning, POPNet eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1020668798 Path Optimization Prototypical Network]]> 2020-12-15 16:25:23 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1020668798 C-GAN eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1020678018 generated 1000 images out of M for training]]> 2020-12-15 16:27:06 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1020678018 T-SNE on Embedding eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1020697927 2020-12-15 16:31:01 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1020697927 Few Shot eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1020710074 2020-12-15 16:33:23 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1020710074 Review representation methods eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1020912882
  • Behavioral based(graphlet)
  • Vectors(statistical features by Moore)
  • Time-series, Word Embedding
  • 2d metrics (images)
    • ]]>     2020-12-15 17:12:17 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1020912882     Try 2 image representations eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1020926422 They did many experiments in order to test each method.
    For e.g: ignoring some feature s.a packet_size and checking the results]]>     2020-12-15 17:14:31 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1020926422     Private Dataset eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1020932672 2020-12-15 17:15:36 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1020932672 First n bytes in Packet eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021057233 2020-12-15 17:39:03 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021057233 4 levels of labels eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021092879 2020-12-15 17:46:05 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021092879 First n packets in 2d-flow eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021126526 2dflow's first n packets' size,time,direction + protocol]]> 2020-12-15 17:52:15 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021126526 nxn grey image eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021136861 2020-12-15 17:54:18 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021136861 RGBA image eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021138058
  • R = packet size
  • G = packet direction
  • B = packet interarrival time
  • A = packet transport protocol (UDP/TCP)
    • ]]>     2020-12-15 17:54:32 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021138058     eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021144332 2020-12-15 17:55:50 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021144332 CNN eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021149162 2020-12-15 17:56:41 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021149162 Random Forest eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021149643 2020-12-15 17:56:47 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021149643 Semi-Supervised (2019, China) eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021176968 2020-12-15 18:02:21 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021176968 SAM just on 40 bytes . Too good results (98.62% and 98.93%).. eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021182629 They took many packets of each flow.. Maybe they mixed the same flow in Train/Test.. IDK, it's too good to be true..

    ]]>     2020-12-15 18:03:27 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021182629     Use GAN, poor results eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021186435 It seemed they really struggled with ISCX dataset. The results are poor and they said most of it flows don't have enough packets.

    ]]>     2020-12-15 18:04:13 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021186435     Private QUIC dataset eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021190830 2020-12-15 18:05:06 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021190830 4 Traffic categorization eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021207333 VoIP, Video, File Transfer, chat]]> 2020-12-15 18:08:20 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021207333 First 20 packets in 2d-flow eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021221643 2dflow's first n packets' size,time,direction]]> 2020-12-15 18:11:10 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021221643 PIM (pseudo image matrix) 3X20 eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021228865  inter-arrival time, packets direction, packets length of 20 packets]]> 2020-12-15 18:12:34 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021228865 4 Applications eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021233036 Google Documents, Google Drive, Google Music, YouTube.]]> 2020-12-15 18:13:22 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021233036 DC-GAN eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021237892 2020-12-15 18:14:18 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021237892 CNN eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021241664 2020-12-15 18:15:04 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021241664 FlowPic (2019 TAU) eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021245429 2020-12-15 18:15:48 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021245429 A Glimpse of the Whole (2020 China) eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021247903 2020-12-15 18:16:17 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021247903 Data representation study (2020 Springer Nature) eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021250680 2020-12-15 18:16:48 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021250680 ISCX VPN-nonVPN eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021252219 2020-12-15 18:17:06 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021252219 ISCX VPN-nonVPN eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021256890 2020-12-15 18:18:02 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021256890 ISCX TOR-nonTOR eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021258809 2020-12-15 18:18:24 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021258809 ISCX VPN-nonVPN eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021264073 2020-12-15 18:19:26 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021264073 Self-Attention (China, NetAI 2020) eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021269666 2020-12-15 18:20:32 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021269666 ISCX VPN-nonVPN eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021288766 2020-12-15 18:24:20 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021288766 Private dataset eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021352607 Private protocols dataset recorded based port number

    ]]>     2020-12-15 18:37:08 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021352607     9 Protocols eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021356216 Bittorrent, DNS, Finger, HTTP, HTTPS, SMTP, SSH, eDonkey, Whois]]> 2020-12-15 18:37:51 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021356216 17 applications eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021358930 AIM Chat, Email, Facebook, FTPS, Gmail, Hangouts, ICQ, Netflix, SCP, STFP, Skype, Spotify, Tor, Torrent, Vimeo, Voipbuster, Youtube]]> 2020-12-15 18:38:23 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021358930 40 bytes of headers when IP/PORT are masked eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021691857 2020-12-15 19:49:43 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021691857 No special represention eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021709408 2020-12-15 19:53:49 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021709408 Self Attention eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021711013 2020-12-15 19:54:12 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021711013 Multitask (2020 May, USA California) eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021714155 2020-12-15 19:54:57 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021714155 Few-shot with mutlitasking + published QUIC dataset eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021741411
  • Reformulate the traffic classification into a multi-task learning framework where bandwidth requirement and duration of a flow are predicted along with the traffic class.
  • kind of few shot - used 10,20,50,100 label per class

    • ]]>     2020-12-15 20:01:57 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021741411     ISCX VPN-nonVPN eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021749686 2020-12-15 20:04:07 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021749686 Public QUIC !! eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021750784 2020-12-15 20:04:23 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021750784 5 Traffic categorization eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021755896 VoIP, Streaming, File Transfer, chat, email]]> 2020-12-15 20:05:39 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021755896 5 Applications eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021756523 Google Documents, Google Drive, Google Music, Google Search, YouTube.]]> 2020-12-15 20:05:50 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021756523 First k packets in 2d-flow eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021786024 2dflow's first n packets' size,time,direction

    Important to mention, they splitted each udp after 15 sec to new Flow.
    And each Tcp after a FYN..]]>     2020-12-15 20:14:08 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021786024     2 channels vector: 2Xk eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021790565
  • inter-arrival time normalize by 1 sec
  • packet length + direction (sign +/-) normalize by 1434 bytes

    • ]]>     2020-12-15 20:15:25 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021790565     Multitask learning eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021797216 2020-12-15 20:17:25 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021797216 CNN eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021797510 2020-12-15 20:17:31 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021797510 More detailed summary eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021819726 2020-12-15 20:23:54 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021819726 eyalresdev https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021820106 2020-12-15 20:23:59 UTC https://padlet.com/eyalresdev/riimgqqyud3ihe9g/wish/1021820106